MARKET PULSE INTERNATIONAL

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

Alt text

3 EDA

3.1 market research indestry’s yearly new recruit count

3.2 market pulse international’s workforce status over the years

4 Workforce sample

4.1 Ajit Dandekar

Job title: Core leadership team
Associated: True
Socials: https://linkedin.com/in/ajit-dandekar | https://linkedin.com/in/ajit-dandekar-a974126

4.1.1 Ajit Dandekar’s working period at market pulse international

4.1.2 Gantt plot of Ajit Dandekar’s experience

4.2 Akhtar Habib

Job title: Senior manager
Associated: False
Socials: https://linkedin.com/in/akhtar-habib-22732016

4.2.1 Akhtar Habib’s working period at market pulse international

4.2.2 Gantt plot of Akhtar Habib’s experience

4.3 Allan Lucchi

Job title: Estagio
Associated: False
Socials: https://facebook.com/allan.lucchi | https://linkedin.com/in/allan-lucchi-03017a72

4.3.1 Allan Lucchi’s working period at market pulse international

4.3.2 Gantt plot of Allan Lucchi’s experience

4.4 Angela Wells

Job title: Field evaluator
Associated: True
Socials: https://linkedin.com/in/angela-wells-6b2551a8

4.4.1 Angela Wells’s working period at market pulse international

4.4.2 Gantt plot of Angela Wells’s experience

4.5 Anil Chauhan

Job title: Vice president
Associated: False
Socials: https://linkedin.com/in/anilchauhan

4.5.1 Anil Chauhan’s working period at market pulse international

4.5.2 Gantt plot of Anil Chauhan’s experience

4.6 Anu Parasuraman

Job title: Client services manager - singapore
Associated: True
Socials: https://linkedin.com/in/anuparasuraman

4.6.1 Anu Parasuraman’s working period at market pulse international

4.6.2 Gantt plot of Anu Parasuraman’s experience

4.7 Ashish Khatri

Job title: ****
Associated: True
Socials: https://linkedin.com/in/ashish-khatri-14874431

4.7.1 Ashish Khatri’s working period at market pulse international

4.7.2 Gantt plot of Ashish Khatri’s experience

4.8 Caroline Varnoux

Job title: Coordinatrice eì quipe terrain
Associated: False
Socials: https://linkedin.com/in/caroline-varnoux-a6503b39

4.8.1 Caroline Varnoux’s working period at market pulse international

4.8.2 Gantt plot of Caroline Varnoux’s experience

4.9 Clyde Albuquerque

Job title: Mystery shopper
Associated: True
Socials: https://linkedin.com/in/clyde-albuquerque-632ba758

4.9.1 Clyde Albuquerque’s working period at market pulse international

4.9.2 Gantt plot of Clyde Albuquerque’s experience

4.10 Deepak Gulwani

Job title: Assistant manager
Associated: True
Socials: https://linkedin.com/in/deepak-gulwani-4b774b25

4.10.1 Deepak Gulwani’s working period at market pulse international

4.10.2 Gantt plot of Deepak Gulwani’s experience

4.11 Freddie Seah

Job title: Esa
Associated: True
Socials: https://facebook.com/freddie.seah.3 | https://linkedin.com/in/freddie-seah-4288276a | https://linkedin.com/in/freddie-seah-a130357a

4.11.1 Freddie Seah’s working period at market pulse international

4.11.2 Gantt plot of Freddie Seah’s experience

4.12 Gokul Shodhan

Job title: Proprietor
Associated: True
Socials: https://linkedin.com/in/gokul-shodhan-7774791a

4.12.1 Gokul Shodhan’s working period at market pulse international

4.12.2 Gantt plot of Gokul Shodhan’s experience

4.13 Jemma Ryan

Job title: Mystery shopper
Associated: False
Socials: https://linkedin.com/in/jemmaryanevents

4.13.1 Jemma Ryan’s working period at market pulse international

4.13.2 Gantt plot of Jemma Ryan’s experience

4.14 Kerry Robinson

Job title: Compliance auditor
Associated: True
Socials: https://linkedin.com/in/kerry-robinson-152956b4

4.14.1 Kerry Robinson’s working period at market pulse international

4.14.2 Gantt plot of Kerry Robinson’s experience

4.15 Maggie Liesaputra

Job title: Mystery shopper
Associated: True
Socials: https://linkedin.com/in/maggie-liesaputra-31069a45

4.15.1 Maggie Liesaputra’s working period at market pulse international

4.15.2 Gantt plot of Maggie Liesaputra’s experience

4.16 Nathan Sison

Job title: Quality assurance coordinator
Associated: False
Socials: https://facebook.com/nathansison.ii | https://linkedin.com/in/nathan-daniel-sison-49a723110

4.16.1 Nathan Sison’s working period at market pulse international

4.16.2 Gantt plot of Nathan Sison’s experience

4.17 Nicole Williams

Job title: Interviewer
Associated: True
Socials: https://linkedin.com/in/nicole-williams-b573b131

4.17.1 Nicole Williams’s working period at market pulse international

4.17.2 Gantt plot of Nicole Williams’s experience

4.18 Paul Brophy

Job title: Group account director
Associated: False
Socials: https://twitter.com/paulbrophy1 | https://linkedin.com/in/paulbrophy1

4.18.1 Paul Brophy’s working period at market pulse international

4.18.2 Gantt plot of Paul Brophy’s experience

4.19 Phina Maake

Job title: Mystery shopper
Associated: True
Socials: https://linkedin.com/in/phina-maake-b8138170

4.19.1 Phina Maake’s working period at market pulse international

4.19.2 Gantt plot of Phina Maake’s experience

4.20 Prankur Chaturvedi

Job title: Manager
Associated: True
Socials: https://linkedin.com/in/prankur-chaturvedi-00966a49

4.20.1 Prankur Chaturvedi’s working period at market pulse international

4.20.2 Gantt plot of Prankur Chaturvedi’s experience

4.21 Pushpendra Tiwari

Job title: Supervisior
Associated: True
Socials: https://linkedin.com/in/pushpendra-tiwari-65228143

4.21.1 Pushpendra Tiwari’s working period at market pulse international

4.21.2 Gantt plot of Pushpendra Tiwari’s experience

4.22 Robyn Lambert

Job title: Head of sales and marketing
Associated: False
Socials: https://linkedin.com/in/robynlambert | https://linkedin.com/in/robyn-lambert-b8403423 | https://facebook.com/robyn.lambert.10 | https://twitter.com/rfl1000

4.22.1 Robyn Lambert’s working period at market pulse international

4.22.2 Gantt plot of Robyn Lambert’s experience

4.23 Vanesha Din

Job title: Operations and human resources coordinator
Associated: False
Socials: https://linkedin.com/in/vaneshadinaccountingfinance | https://linkedin.com/in/vanesha-din-022841a | https://facebook.com/vanesha.din | https://linkedin.com/in/vaneshadinsproutnz

4.23.1 Vanesha Din’s working period at market pulse international

4.23.2 Gantt plot of Vanesha Din’s experience

4.24 Vivekanand Prasad

Job title: Assistant manager - analytics
Associated: True
Socials: https://linkedin.com/in/vivekanand-prasad-4bbab022

4.24.1 Vivekanand Prasad’s working period at market pulse international

4.24.2 Gantt plot of Vivekanand Prasad’s experience

4.25 Wasim Raja

Job title: Project in charge
Associated: False
Socials: https://linkedin.com/in/wasim-raja-b98b6923

4.25.1 Wasim Raja’s working period at market pulse international

4.25.2 Gantt plot of Wasim Raja’s experience

4.26 Wendy Palmer

Job title: Owner
Associated: True
Socials: https://linkedin.com/in/wendy-palmer-3b392922

4.26.1 Wendy Palmer’s working period at market pulse international

4.26.2 Gantt plot of Wendy Palmer’s experience

4.27 Wessel Cronje

Job title: 2degrees field team manager
Associated: True
Socials: https://twitter.com/cronje_wessel | https://linkedin.com/in/wesselcronje